There appears to be a bug and this is the only solution I could find: click on a different tab (chat) so the video window is minimized, then click on the video window again, then video works.

You might also want to vote on this in our Uservoice feedback forum: https://microsoftteams.uservoice.com/forums/908686-bug-reports/suggestions/40641202-incoming-video-n...
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